{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import importlib\n",
    "import os\n",
    "\n",
    "import polars as pl\n",
    "from dotenv import load_dotenv\n",
    "\n",
    "import art.utils.benchmarking.charts\n",
    "from art.utils.benchmarking.charts import (\n",
    "    percentage_comparison_bar_chart,\n",
    "    training_progress_chart,\n",
    ")\n",
    "from art.utils.benchmarking.load_trajectories import load_trajectories\n",
    "from art.utils.benchmarking.types import BenchmarkModelKey\n",
    "from art.utils.get_repo_root_path import get_repo_root_path\n",
    "from art.utils.s3 import pull_model_from_s3\n",
    "\n",
    "importlib.reload(art.utils.benchmarking.charts)\n",
    "\n",
    "load_dotenv()\n",
    "\n",
    "project_name = \"email_agent\"\n",
    "\n",
    "PULL_MODELS = False\n",
    "if PULL_MODELS:\n",
    "    await pull_model_from_s3(\n",
    "        model_name=\"email-agent-220\",\n",
    "        project=project_name,\n",
    "    )\n",
    "    await pull_model_from_s3(\n",
    "        model_name=\"o3\",\n",
    "        project=project_name,\n",
    "    )\n",
    "    await pull_model_from_s3(\n",
    "        model_name=\"o4-mini\",\n",
    "        project=project_name,\n",
    "    )\n",
    "    await pull_model_from_s3(\n",
    "        model_name=\"gemini-2.5-pro\",\n",
    "        project=project_name,\n",
    "    )\n",
    "    await pull_model_from_s3(\n",
    "        model_name=\"gpt-4.1\",\n",
    "        project=project_name,\n",
    "    )\n",
    "\n",
    "# await load_trajectories.bust_cache()\n",
    "df = await load_trajectories(\n",
    "    project_name=project_name,\n",
    "    models=[\"email-agent-220\", \"o3\", \"o4-mini\", \"gemini-2.5-pro\", \"gpt-4.1\"],\n",
    ")\n",
    "\n",
    "# filter to include up to step 1260\n",
    "df = df.filter(pl.col(\"step\") <= 1290)\n",
    "\n",
    "benchmarks_dir = f\"{get_repo_root_path()}/assets/benchmarks/{project_name}\"\n",
    "\n",
    "os.makedirs(benchmarks_dir, exist_ok=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dopTULGUcKdL+rKIGHwwIDvBRn7hw9e0RrklJceppZ2msrXtP6tVP0nSiBUtkBvhZNXt6oi4d30tWChdog3Lyy3TXn5epzs6T+8f+b4xGD4oxKSugaUaO7UWnqjR/8Q6tSj3WolzGDo7RXdcMVVSY+z5ksWX3Cb26ME25hRVO9w3099ZtlyVq2th4u4V1I6870J5RgGuDysrKdPvttystLc3pvj179tT777+v6OhoF2TW2Pbt2zVnzhwVFjq/rJCXl5f+8pe/6IorrnBBZq5BAQ4AAMA5xaVVuvmJb0yP+95Tlygs2M/0uJ7MZrOpoqpWNbX18vH2UoCfN7MITeDJ1721ue/PKtLLC7YpM6vY6dhWL4uuvbCvZk3tJ18fq9P9jbjulVW1+s+3e7U4ZX+LZhj07xGhe64f7vQ+OB35noE5nv9gq5ZvOdpsm/49I/TXe8/n/w9tilFjTGuLWLdelqhLHChinam1uRedqtL8z3Zo1baWFQ+Th8TqzhlDWlQ8ZGwHzo0CXBv0y1/+Ut980/AhRdeuXXXbbbcpOTlZMTExys3N1datW/XWW28pMzOzQdukpCS999578vZ27RZ/J0+e1DXXXKPc3IZLhPTq1UuzZ8/W2LFjFR0drYqKCmVmZuq///2vFi1apLq6/32q0cfHR++++66SkpJcmqtRKMABAAA4hxlwbduh7BKtSs3SviOFyswqbvTp5d5xYerXI4JPLxvMk6+7EblXVtfqP0v2avGqTNW3oHLV0sKVq+zPKtJLH2/TgWOuKyR29HsG5jmcU6J7n1she08L/3D3OA3tY86HvwF3qKiq1Xvf7NaXq1u+jOM91w1Tj5hzj2tGjI8/LJ95RG98nt6iJd8jQ/101zVDlTykbSyfCbQ3FODamOXLl+vuu+9ucGz06NF69dVXFRLSeN3d6upq/eY3v2lUsHvsscd08803uzTXO+64Q2vWrGlwbNasWXrsscfk49P0w460tDTNmTNHRUVFPx7r3bu3vvjiC1mtzn9q0WwU4AAAAJzDHnBtE/t3uIcnX3ejck/de1KvtHDpRn9fq2ZfOlCXjU9oc0s3/rCUZqbeX7LX0KU0uWdgtj++vUnrd2Q322Z432g9c9c4kzIC3GvfkUK99PE2Hcoucbqvt9Wi66b003VT+srH+3/PPY0aH4/nlerVT9KUlpHndG6SdElyvG69LFHBAXxoDXAVCnBtiM1m09VXX609e/b8eKxr16764osvFBwcfM5+dXV1uu666xrswRYdHa2lS5cqIMA1aw5v27ZNs2bNanBsypQpevXVVx3qe+ONNzaYCfeHP/xBM2fONDxPo1GAAwAAcN6jr61t8YOBlhjSO0p//PkE0+J5kpKyar2+aHuL9zaRpElJcZozY4hCg3wNzKx98+TrblTuN1zcTwuWZdhd1u5cRg7soruvHarOEYEtzsMMOfllemVBmrZl5Npv3IRpY3vqtssHqb7e1uHvGcYZ8+07Uqj7X1xlt93ffjlR/XpEmJAR0DbU1tVr0cr9+vDbvaqurXe6f/cuwbrnuuGK6xxiyPj4f1cO0vItR/XBkj0tyieu8w/5DEqIanEeABxDAa4N+e677zR37twGx1555RVNnTrVbt9du3ZpxowZDY498sgjuvXWWw3N8bT7779fX3755Y9f+/j4aPny5ercubND/Z988kl98MEHP37dtWtXLVu2TF5eXobnaiQKcAAAAM5756tdWrAsw7R4/r5W/frG81hK5ywHjxfryfkbVFBS2epzRYb666k5yW1mCcC2zJOvu5G5Wyyyu6RdU8KD/TTn6iGaMLyrx8xqtdlsWvH9Uf1rcbpOlVc73T8k0Ec2mwyZOezJ9wzjjPkef32dUvc1XzweOzhGv7t9jEkZAW3L8bxSvbIgTdv3t+yDZX4+VlW1YJb02axeFtW1YF1Mb6tFMy/sp+unNpyRB8B12na1o4P5+uuvG3zdrVs3TZkyxaG+iYmJGjFiRINjZy9LaRSbzaZ169Y1ODZ16lSHi2+SGi2Pefz4caWmphqSHwAAANqWiUlxpsarrK7TH9/erD++vUn5xRWmxm6rDh4v1iOvrjXkobgkFZRU6uFX1rRoOaaOxJOvu9G5t6T4dtHoHnr1oQt1flI3jym+SZLFYtGFI3vonw9dqAvOc378O1VeY9iyvZ58zzDOmGvH/jy7xTeLRbr5koEmZQS0PV07Bev3d43TL2cNb9GyjUYU3yS1qPg2MD5SL/z6At10yQCKb4CJKMC1ETU1NUpJSWlw7KqrrnLqj4yzZ8Bt27ZN+fmOryXsqAMHDqigoKDBsXHjnFv7u0+fPoqObrhZ73fffdfq3AAAAND2xMeGumWJm/U7svXzvyzX1+sOqr4FDyrai5Kyaj05f4Ph+/CVVtToiXnrVVLm/AyfjsCTr7urcndUbKcg/eHucfrFrCSFBHruEoRhwX66/6YReupnyeoc6b6lMz35nmGcMYfNZtO7X++2227SeXHqyYxEdHAWi0VTR/fUqw9dqInDu7k7HbsC/Lx11zVD9ee5E9QzhtcvYDYKcG3Etm3bdOrUqQbHRo8e7dQ5xoxpuARAfX29Vq9e3ercznby5MlGx/r27ev0efr169fg6xUrVrQ4JwAAALRt107u45a45ZW1enXhdj386hodPXHKfod26PVF2w2bkXK2gpJKzVu0wyXn9nSefN1dmXtzrF4WXTelr156YLKG9om238FDnDegs155YLKuntRbXm6ayOfJ9wzjjOtt2X1Cuw8VNNvG6mXRjRcPMCkjoO2LCPHXb2aP1ON3jFGn8AB3p9OkMYNi9OqDF+qy8b3k5a5fQEAHRwGujdi7d2+Dr61Wq4YNG+bUOXr06KFOnTo1e14jFBYWNjoWGur8JyjO7nP48GFVVpr/Rx4AAABcb1RijCYmue9TwrsOFugXf1upD77dq5oWbFbvqTbvytGq1GMujZGSmqXNu3JcGsPTePJ1NyP3pvTtHq7n75ukWy5NlJ9P+1say9/PW3dcOVjP/XKiErqGuSUHT75nGGdcp77esdlvF4/pqdhOQSZkBHiWUYkxeuU3k3XF+QlqK6slR4T46be3jtLvbh/dZouDQEdBAa6NOHDgQIOvY2NjFRjo/BIVCQkJDb4+ePBgq/JyVEvW4z+7T319vWn5AgAAwHx3zhiqyFB/t8WvravXf5bs0S//vlK7Dzb/Sf/2YuGK/e0qjqfw5Otu9v+lv69VP7tqsP76i4nq5abClJn6do/Q3341Ubddlihfb/MfyXjyPcM44xpr047r4PHm99nz9fbSrIv6NdsG6MgC/X005+oh+uu95yvezcu0ThvbU68+NEXjh3b1qP1TgfbK290J4AeZmZkNvu7atWuLzhMbG9vg67MLe0ZoarZbSYnzmyI31Wf//v0aOJANfQEAANqj0CBfPTUnWQ+/ssZte0tJ0tETp/TQK6s1PTlet16WqEB/H7fl4kqHskuUfsD4PaGbkn4gX4ezS9gbSOZf99WpxwyblXI8r9S03CVpUK8o/frG89y6P5o7eFu9dO2FfTVuaFe98sk2pWXkmRbbk+8Zxhnj1dXV671v7M9+u2xCgqLCmEUD2NO/Z6Sev2+SPl2xXx98u0e1debtQdw5IkD3/eQ8De7dyX5jAKahANdGnL2vWkxMTIvOc3YB7sSJEy3O6VzOXuZSkjIyMjR8+HCnzrNv375Gx1yRLwAAANqO+NhQ3XTJAL1u0H4+kaH+mja2pz5ffUBlThT1bDbpq3WHtDE9R3ddM1RjB8fa7+RhVqVmmRovJTVLt8QmmhqzLTL7uv/lvS2mxjNSYkJkhyu+nSm2U5CeuXOcnnljozbvNu9vYU++ZxhnjLVsy1Edzytrtk2An7fb9nEFPJG31UvXT+2n3KJyfbP+sGlxJwzvRvENaIMowLUR5eXlDb4ODg5u0XnO7ldZWan6+np5eRm3tEWfPn0UGBjYIOcNGzbouuuuc/gcBw4caFR0lBpfh5YqLS1VWVnzbyJbIjc31/BzAgAAdDTrd2Qbcp5JSXGaM2OIQoN8NT05XvM+26E1acedOkd+caX+8NYmjRsa6/YlMo2270jjvZtdKeNIkanx2iqzr7sn4575YWuG6to6d6fhMbhnjFNdU6cPvt1rt92MSb0VFuxnQkZA+5Jtp7httANZxabGA+AYCnBtxNmFJ3//lv3h31S/8vLyFhf0muLt7a3zzjtPa9as+fHY0qVLVVBQoMjISIfO8cEHHzR53KgC3FtvvaWXX37ZkHMBAADAOJlZRdq+v3XLrQ1KiNLMC/tq5MAuPx6LCPXXQ7eM0uRdOfrnJ2nKK6506pzrtmcrbV+ubrt8kC4e01NeXp69Z4bNZlOmyQ9i9mcVyWazdej9Rtxx3T0Z9wz3jLO4Z4zzzfpDyiuqaLZNSKCvrprU26SMgPaD92EATjN/x180qaKi4ZseX1/fFp2nqQKcK2aCXXvttQ2+rqqq0jPPPONQ3127drm8AAcAAIC26bOUTLttfL0b/pkSHOCj4X2jdd2Uvnr5gcn689wJDYpvZxqdGKNXHrxQl0/oJWefP5RV1uqVT9L0yD/XKuvkKec6tzEVVbWm77NXWlGjiqpaU2O2Ne647p6Me4Z7xlncM8aoqKrVx8sabwtytpkX9m23+6QCrsT7MACnMQMOLTJt2jT17NlThw//by3jr776Sp07d9aDDz4oq9XaZL89e/Zozpw5qqnhDwwAAICOJq+oQqu3HWu2ja+3l9549CL5+lhVU1svH28vBfh5O/Vp3kB/H905Y6gmnRenlz/epsM5zhXT0g/k697nVmrWRf107eS+8vF2/HOLNptNFVW1Lc69tYpLq7QpPUer7FxnV6mprXdL3Laio//8LdHRr1lH//lb4qt1hzR5RJyiwgJMjevu8b01zs7989WZKi6tbrZPZKi/LpvQy6QMgfbFXWM7v1OAtocCXBsREBDQoChVXd38G6FzqaxsvNROUFBQi/M6F6vVqmeffVY333yzamv/9+mKt99+Wxs2bNCtt96qMWPGKDo6WhUVFcrMzNRXX32lDz/88MefMyIiQoWFDfdHCA0NNTxXAAAAtA1frD6gunpbs20mj+yu8BBj9mEb0DNSz993gT5dmaGPlu5z6qFEbV293v9mj1ZvO6Z7rxuuAfHnXmr9UHaJVqVmad+RQmVmFTf4xHNwgI96x4WpX48ITUqKU89Y49/v5hZWaMPObK3fka30A3myc4ldypliZXvU0X/+lujo16yj//wt8e//7tK//7tL/XtGKHlwrJKHxKprtHHbbpzJ3eN7azSXuyNuuKif/Hya/nA1gOa5a2zndwrQ9lCAayMCAwNVUlLy49dNFdIc0VS/wMDAFufVnKSkJD3++ON68sknVV//v4cZe/bs0cMPP9xsXz8/Pz333HO64447GhynAAcAANA+lVfWaMmGQ3bbXTXR2L1mfLy9NGtqf00Y1k0vL9imnZn5TvU/knNKD768WpeN66XZlw5ssBTX5l05Wrhiv9IPnPucpRU1SsvIU1pGnhYsy2hy/7qWyDp5Sut3/FB0yzha1KpzGSU4wEcBfh37T8wAP28FB/iwpKCDuGe4Z1pj7+FC7T1cqLf/u0s9Y0KUPKSrkofEqlfX0FbPTHPn+N5ajuRuT0xUoKaO7mlgVkDH4o6xnd+pQNvEq7KNOLtIVlpa2qLznN3P399fXl6u+/TDrFmz1KlTJz300EM6dcqxpX2io6P17LPPqk+fPo2+Z1QB7vbbb9f1119vyLnOlJub22j/OwAAANj33aYjKqtsfl+KUYld1L1LiEvid4sO1h/uGq+lmw7rrS/S7eZyJptN+nLtQW3Yma27rx2mAfGRen3Rdq1KdX6Zx/QD+Uo/kK9JSXGaM2OIQoMc2/vZZrMpM6tY63dma/2O4zp6omV/L7hSr25hHrMcm6tYLBZFhwdQTHFQn7hw7hmLRb3jwpSWkefuVDza4ZxTOpyzVx8u3asukYFKHvLDzLgBPSPl5eX4PVZSVm36+G6U1uR+thunDWAmDdAK7hjb+Z0KtE0U4NqIzp0768CBAz9+nZOT06LznN2vc+fOrcrLEVOmTNHSpUs1f/58LVq0SAUFBU228/X11ZVXXqn7779fkZGRysjIaNSmqaJcSwQHBys42DVLUAAAAMA5dXX1Wrz6gN12V08ydvbb2by8LJo2Nl6jEmM0b9EOrd1+3Kn+ecWVeubNjfL19lJ1K/fYSEnN0o7MPD01J1nx51i2rK7ept0H83+Y6bYzW7mFFa2K6WqZWUXauuekzhvg+r9B2qLCkkrN+2yHDmaX2G9soOnj4jVjkjF/Ry1auV9frz9kyLkc0bdHuGmx2rJ+PSJMfUjryfeMI04UlOuzlEx9lpKp8BA/jR0cq+TBsRrSp1OzRaWDx4v15PwNKihp2YpEpzkyvhvNqNwlyeplUY8YVicCWsvssZ3fqUDbRAGujUhISNCGDRt+/Pr4ceceBpyrX+/ern2IcVpERIQefPBB/eY3v1F6err27t2rgoIClZaWKiQkRL1799aoUaMaFMX279/f4BxWq1WJiYmm5AsAAADzrN+ZrZMF5c22SegWpiG9O5mST2Sov3576yht3Jmtf366XfnFzj2wbG3x7bSCkko9/Moa/WnuhB8f0tbU1iktI0/rd2RrY3q2iktbtje0O5RX1uqJ+et1wYg4/fTKwQoL9nN3Sqaw2WxauumI3vwiXWVumPl22bheiu1kzL7fl47vZWoxZVJSnGmx2rKJSXFasKzxB1RdxZPvGWcVnarSN+sP6Zv1hxTk761RiTFKHhKr8/p3lv8ZS7UdPF6sR15da9js1abGd1cxOve6epse/edaU3IH2jOzx3Z+pwJtEwW4NuLsQllOTo7Ky8ud3r/t4MGDDb7u1atXq3NzhsVi0eDBgzV48GC7bfft29fg6969e7tsvzoAAAC4h81m02crM+22mzGpt+nL5oz5/zMi3vlqt75ad1A2m6nhJf2wh9Dj89Zp9iUDtW1frjbvPqGKKseXx2yLVn6fpe93n9RPrxqsySPi2vVySMdzS/XygjTtyHTP8oGDEqLU08AH5PGxoRqUENWqvaMcZXTunsyTr7uZubdWWWWtVm7N0sqtWfL1seq8/tFKHhKrgfGRenL+BsOXji2tqNET89brpQcmu2w5ypKyao/NHWjvPHlsB2AcFnRuI/r379/g69raWm3fvt2pcxw5ckS5ubnNnrctOXPGnySNGzfOTZkAAADAVXYfKtDeI4XNtukU5q8Jw7uZlFFDgf4+uuuaofrLPeerR4xr9p+zp7CkSv/4eJtWbTvm8cW3006VV+v5D7bq8XnrlZNf5u50DFdbV6+Pv9une55b4bbimyTNvLCv4ee8drIxSxPa44rcPZknX3ezcjdSdU2dNuzM0fMfpOrOPy0zZOnGphSUVGreoh0uObckvb5ou8fmDnQEnjy2AzAGBbg2Yvjw4QoJafgH/6ZNm5w6x9ntvby8dP7557c6N1fIyspSampqg2MzZ850UzYAAABwlc9S7M9+u+L8BHlb3funyYD4SL1w3wW66ZIBbs/FCFYvi4b3i9bd1w7V2MExbstj275czf3rCn26Yr/q6oxZutPd9h4u0H3Pp+jdr3erxqDlSFtiUlKcRg7sYvh5RyXGaGKSawvirsrdk3nydTcj9/49IjQ6MabZPdxaytWTn1NSs7R5V47h5928K0erUo8Zft4zuSp3oKPw5LEdgDFYgrKN8PHx0aRJk/Tll1/+eGzx4sW69957HV6y5bPPPmvw9fDhwxUVFWVkmoZ55513ZDtjjZ+kpCT17cunNQAAANqT7LwybdiZ3WybAD+rLh4bb05Cdvh4e+mGi/pr/NCueuWTNI9YUu1M/1tSratGJ3ZRcOAPy4ZNGNZN+46scNksCXuqa+r01pfpWrUtS/dcN1x94sLdkkdrlVfW6L1v9ujLNQfcslzpmSJD/TVnxhCXnf/OGUO1MzPfJfeMq3P3ZJ583V2d++M/HavQIF+VV9Zo696TWr8926OW7F24Yr9GJRr7YYiFK/Yber7m4hidO9CRePLYDqD1KMC1IdOnT29QgMvKytLy5cs1ZcoUu3337NmjzZs3Nzh2ySWXGJ6jEfbu3av333+/wbE777zTTdkAAADAVT5flWm3UHHR6J4KDvAxJyEHde8Soj/ePV7fbjysNz/fqYrqOnendE5B/t4aNShGyYNjdV7/zvL3a/wnXmiQr56ak6yHX1lj+D5BzsjMKtb9L67SVRN768Zp/eXv6zl/jm7elaNXF25XXlGFu1NRcICPnpqT7NJ9mVx1z5iRuyfz5OtuVu6B/j6aMKybJgzrppraOqVl5Gn9jmxtTM9WcWm1YXGNln4gX0s3HlKXqCBDzpeTX2bah0TSD+TrcHYJ+0sBLeTJYzuA1rPYbO7+7B5Os9lsuuqqq7R3794fj3Xr1k1ffPGFgoLO/Satrq5O119/vXbu3PnjsejoaC1dulQBAQF24569T9zo0aP17rvvtuAnsO/48eO6+eabdezY/5ZJuOSSS/Tiiy+6JJ7RTpw4oYkTJzY6vmrVKnXpwnRvAACA006VV+v2Z75VVTPFKy+L9PrDUxVj0ANJV3h90XZ9ueagu9NoIDzET2MHxyp5SKyG9O7k8JJsh7JL9MS89YZ8Ajsy1F8Xjuiu/647oIoq5wuUXSIDNXfmMCX179zqXFyp8FSl5n+2U6u3tWyZt+Qhsbp0XLye/yDVsOv+1JxkxZv0INzoe8bM3D2ZJ193d+VeV2/T7oP5Wr8jW+t3Ziu30P3F8vbkuil9dculie5OA/Bonjy2A2g5CnBtzPLly3X33Xc3ODZmzBi9+uqrCg4ObtS+urpaDz30kL766qsGxx977DHdfPPNDsVsaQEuIyNDmzZt0tVXX91sgfC0lJQUPfnkkzp+/PiPx8LDw/Xll18qOjraoVzdjQIcAACAYxYs26d3vtrdbJvxw7rqt7eMMimjlnn0tbVKy8hzdxrqEhmo5CE/FN3694yU1cuxZerPVlJWrXmLdiglNavFuUxKitOcGUMUGuSr3MIK/fPTNG3edaJF55o8Ik53XDlYYcF+Lc7HFWw2m77bdERvfpHeok+rR4b6665rhip5SKwk46+7mTw5d0/mydfd3bnbbDZlZhVr/c5srd9xXEdPlLY4D/xgeN9oPXPXOHenAXg8d4+PAMxHAa4N+sUvfqElS5Y0ONatWzfdfvvtSk5OVufOnZWXl6etW7fqrbfe0v79Ddf9TkpK0nvvvSdvb8eWdGlpAW7jxo265ZZbFBAQoOTkZE2YMEEDBgxQXFycgoODVVZWpry8PG3ZskXffvttoyUyfX199eabb2rUqLb90OVMFOAAAADsq6mt10//8K0KSqqabffcL85X/56RJmXlPJvNphsf+9ptyzb2jAlR8pCuSh4Sq15dQx3eG9oRm3flaOGK/U4tYTYoIUozL+yrkQMbvu+12Wxak3Zc8z7boaJTzf+fNyU0yFc/vWqwLjgvztCfsaWO55bqlU/StH1/ywqv08fF69ZLExXUxNKqRl53s3ly7p7Mk697W8n96IlT2rAzW+t3ZCvjaJFh5+1IggN89J9npreJMRpoD9rK+AjA9SjAtUGlpaW6/fbbtX37dqf79ujRQ++//746d3Z8KZfWFuBaIiQkRC+//LLGjh3bov7uQgEOAADAvuVbjuj5D1KbbTMwPlJ/ufd8kzJqmfLKGs363Vf2Gxrspmn9NTEpTl2jG6+AYbTD2SVKSc1SxpEi7c8qalBsDA7wUZ+4cPXtEa5JSXF29/8pLa/Wm1+ka+mmIy3K5bz+nXX3tUPdtiRpbV29Fq3crw+/3avq2nqn+3fvEqx7rhuuxF5Rdtsaed3N5sm5ezJPvu5tKffcwgpt2JmtNWnHtOtggUtjtTcf/eFSBfq3rT1bAU/XlsZHAK5BAa6NKi0t1W9/+1stXbrU4T4jR47Uiy++qE6dOjkVy+wC3OjRo/XHP/5R3bt3d7qvu1GAA9oem82miqpa1dTWy8fbSwF+3nwyE+0W97t7cN2dY7PZ9Iu/rdSh7JJm2z1y2yglD+lqUlYtU1xapZuf+Mb0uO89dYlblmQ06l7fsT9PLy/YpuN5ZU739fO16uZLBuiKCQmyWh3b205qfe77jhTq5QXbdPB48/dtU7ytFl0/pZ9mTukrH2+r0/09eYzx5Nw9mSdf97aSu7vGd0/mrt9NQEfRVsZHAMZybI1CmC44OFgvv/yyli1bpvnz5ys19dyfIO7fv79uv/12XX311aYOzP3799evf/1rpaSkaMeOHaqurj5nWx8fH40bN0433XSTJk2aZFqOANqnQ9klWpWapX1HCpWZVdzoU2K948LUr0cEnxJDu8D97h5c95ZLy8i1W3yLjQrS6EGxJmXUcj7ejheA2kNci8ViyOyGIX066R8PTNZHS/fq0xX7VVfv+Gc+q6rr9Mbn6UrZmqV7r09SQrewc7Y14nVaUVWr977ZrS9XH5ATaf5oYHyk7rlumHrEtHwcMOq6u4Mn5+7JPPm6t5Xc3TXOejKuGeBabWV8BGAsZsB5iBMnTigtLU3Hjh1TeXm5/P39FRsbqyFDhrSJmWTV1dXKyMjQ4cOHdfLkSZWXl8vb21vh4eGKj4/X4MGDFRgY6O40W40ZcIB7sU46OhLud/fgurfeE/PXa+uek822uXPGEF0+IcGkjFrOHXvAtbd9dg4eL9bLC7Zp35Eip/t6eVk0Y1Jv3XBxf/n7/u+zo0a9TrfsPqF/LkzTycIKp3ML8PPWbZcn6pKx8fLyah//V0BH4u49Pj1Ne/vdBACAWSjAAU6gAAe4R0lZtV5ftF2rUo+1+ByTkuI0Z8YQhQb5GpgZYDzud/fguhvjcE6J7vnrimbbBAf46K3HLpa/n2csxvHoa2uVlpFnWrzhfaP1zF3jTItnhrp6m/675oDe/Xq3KqvrnO4fExWouTOHKaFbuCGv01kX9dOHS/e2+DxjB8formuGKiosoMV5AHA/s8d3T9YefzcBAGAGz/irFwDQYR08Xqwn529QQUllq86TkpqlHZl5empOsuJZLg5tFPe7e3DdjbM4JdNum+nj4j2m+CZJ/XpEmPqAtm+PcNNimcXqZdGVE3tr7OBY/fPT7dqy+4RT/XPyy/XY6+vl62NVdY3zBbwzpaRmadW2LLXkY6iRoX66c8ZQjRvatvcuBOAYs8f3K89P0PVT+xlyro++26cvVh8w5FyOaI+/mwAAMAMLOAMA2qyDx4v1yKtrW/1Q/LSCkko9/Moau3sTAe7A/e4eXHfjFJ6q1Irvs5pt42216LLxvUzKyBgTk+JMjTfJ5Hhm6hwZqMfvGKPf3DxC4cF+TvdvbfHttJYU3y5JjtcrD06h+Aa0I2aP7xeP6amwYD9D/l08pqepubfn300AALgSBTgAQJtUUlatJ+dvMHxfhtKKGj0xb71KyqoNPS/QGtzv7sF1N9Z/1x5UbV19s20mJsV53LJ98bGhGpQQZUqsQQlR6tnOZ09aLBZNTIrTqw9dqKmjerg7HbviOgfrz3MnaO7MYQoO8HF3OgAM5MnjuyfnDgBAR0IBDgDQJr2+aLthM1LOVlBSqXmLdrjk3EBLcL+7B9fdOJXVtfpq7SG77a6e1Nv1ybjAtZP7mBJn5oV9TYnTFoQE+uqXNyTp93eNU2xUkLvTacTbatENF/XXP+6/wLSH3ADM58njuyfnDgBAR0EBDgDQ5mzelaNVqcdcGiMlNUubd+W4NAbgCO539+C6G2vFlqM6Vd78jL/hfaPVq2uYSRkZa1RijCYmdXNpjElJcRo5sItLY7RFw/pG66XfTNbMC/vKy8vi7nQkSQN6RuiFX1+gmy4ZIB9vq7vTAeBCnjy+e3LuAAB0FBTgAABtzsIV+9tVHKA53O/uwXU3Tn29TYtXZdptd/UFnjn77bQ7ZwxVZKi/S84dGeqvOTOGuOTcnsDPx6pbL0vUC/dNUt/u4W7LI8DPW3ddM1TP3nO+esaw3BrQUXjy+O7JuQMA0BF4uzsBAO1Hde4Rt8S1WH3kExnrdL+agmzZ6ozd98dRvtHO73lSW5Kn+qpyF2Rjn3dEjLy8fZ3qU1dWrLryYqdjHT5ZofQD+U73a4n0A/k6nF2inrGhqq8sU+0pc+KezRoYJmuQc7NC6murVVvonpk1Xn6B8g7t5HQ/xojGzL7f9+/aqx7Rxu+/ZeYYYYSsMj+Puu5tfYzYnFGsY7llzbbpEROi8/p3brZNWx8jQoN89dScZD38yhpD9w0M9rfq0Znx8i/PUbWDv+bb6/uIXl3D9NdfTNSXaw7onf+mq7rWZkJ2PxjUPVi/vKKnokKtUnW55O/cspi8j3Ac7yNcr72OEWcy8n2Ev6RHZ8br8f9kqLSyzpBzSlJwgI+empOs0CBfl40Rrszd2d9NRmGMcD3GCNfyDomSF+8jXIYxwjEteZ3DNSjAATBM1rz73BLXp1Ocut/5otP9chb8WTV5WS7IyL6E3y10uk/+0rdVtme9C7KxL27O807/8i7+/hsVrf7Y6VhflSdJMu+TlimpWbolNlHlB9N08tO/mRb3TOHnX6/IibOc6lNbmOO211zQgGR1ufYBp/sxRjRm9v3+1fsf6/LAbYaf18wxwgjLu99parzWXve2PkZ8UnKxpJhm21w9sbcsluaXF/SEMSI+NlR/mjtBT8xbb8j+gWGWct3l+52snxXJmdGmPb+PsHpZdNXE3jqYtk3LDpn352rX3HWq+PBVZUnqfM39Ch44zqn+vI9wHO8jXK89jxGnGf0+wipprm+4XquaqmJbYKvPFxnqr6fmJCs+9ofZtK4cI1yR+6Mz42X97BGnfjcZhTHC9RgjXIv3Ea7FGOGYlrzO4RosQQkAaFOO1Dr/SabWyDhSZGo84Exm3++HTY7XVmXm1poarz1f96O1kdpf23zxLTzETxeMiDMpI9eLjw3VSw9M1qiQ1n3qd4TvAT0U9oW6ehcZk1g7k11q7n5w7fl1CsAxXb2L9FDYFxrhe6BV55mUFKeXHpj8Y/HNDEbn3rOz8SsmAADQETEDDgDQZthsUlZdpKkx92cVyWYzb4kr4DR33O9ZdVGy2SQ7E5HaNZtNOphvbgGuPV/35ZWD7La5bHwv+XhbTcjGPKFBvro9dpeSbOlaVjlImXaKkGfq7Z2jKf7pGuR7zIUZejabzabDxeZ+VrQ9v04BOC7Iq0q3BK/RiOqDTo/vgxKiNPPCvho5sIsLMzw3I3M3e9lJAADaKwpwAIA2o0o+Krf5mRqztKJGFVXmPowHJPfc7+U2P1XJW/7quPd8lXxUVmVu0b29XveCuiBtq+7ZbBtfH6umJ8ebk5AbDPI9pkG+x3S8Nlxbq+N1uLaTsuqiGry2Ay1VirPmq6d3ns7zPcSMNwdUVNWqrMbcSlh7fZ0CaBlHxvfgAB/1iQtX3x7hmpQUp54mznhrztm5Hw8ZpMOl/g32L22ruQMA0N5QgAMAtBm1NvesjFxTW6/2NTcDnsBd93utzSpZOu4DZq67cVZVDVC9nRXtp4zsrrBgcwvN7tDVu0hdvbdJ+mGWZZW8VWuzyttSJz/VMqvKSTW19W6J2x5fpwBap6nxPfyyexU+cIwC/Lzt7m/qTqdzDx/XTxHnz1BFVa1qauvl4+3V5nMHAKC9oAAHAGgzvC3ueeDm4+0l90RGR+au+93bUueWuG0F190YlTYfra/q22wbi0W6alJvkzJqOywW/TCLikJOi/l4u6dQ3t5epwCMdXp8D/X3UqC/j7vTcYrFYvG4nAEAaA/c85cNAABN8FONAi1VpsYMDvBRgB+fR4H53HG/B1qq5NfBl1fzU42CfM39xHd7vO7rq/qo0ubbbJvRiTHqFh1sUkZoTwL8vBXkY+5Sse3xdQoAAADAvSjAAQDaDItFirMWmBqzT1w4y6/ALdxxv8dZ8zv8Ungn60Nl7mP99nfd62wWraocaLfd1R1w9huMYbFY1DPM3Nmq7e11CgAAAMD9LDabzexnEIDHOnHihCZOnNjo+KpVq9SlSxc3ZNS2VOcecUtci9VHPpGxTverKciWra7GfkMX8I3u4XSf2pI81VeVuyAb+7wjYuTl3fxMh7PVlRWrrrzY6VjvpxzXp+tPON2vpa6b0le3XJqo+soy1Z7KNy3umayBYbIGhTnVp762WrWFOS7KqHlefoHyDu3kdD/GiMbMvt+7RfrpqRv7KiLY2CWIzBwjWqqmrl6fbTipT9blqLbO3Le/1yR30U2Tura4f1sbI9buLtTfFx9qtk2fuDD9/VeTnPqAA2OE4zrC+4i3P0vVwtXm3RNnvk69Q6Lk5R/kVH/eRziO9xGu1xHGCLPfR5yJMcK1GCNcjzHCtRgjXIsxwjEteZ3DNSjAAU6gAAe43qHsEt373ArT4r38wGT1jA01LR5wJrPvd0kK8vfW7VcM0kWje8rLq2NM99hzqEAvLdimIzmn3BK/PY0zNptN97+4ShlHi5pt98BNIzTpvDhzkkK7xPsBAAAAAJ6OJSgBAG1KfGyoBiVEmRJrUEIUD9vgVmbe76eVVdbq5QVpeuSfa5V10j0FKbOUV9bo9U+368GXV7ut+NbexpldBwvsFt86hQdo/LCWz/gDJN4PAAAAAPB8FOAAAG3OtZP7mBJn5oV9TYkDNMes+/1s6Qfy9Yu/rdRHS/eqptbcvZbMsCk9R3P/slxfrj0od6730N7GmUUr99ttc+X5CfK28mcGWo/3AwAAAAA8GX8ZAwDanFGJMZqY1M2lMSYlxWnkQJaOhfuZcb+fS01tvd77Zo/ue36l9hwucEsORissqdSf39msZ97cqLziSrfmMimpW7saZ47nlmrTrub3egjw89bFY3qalBHaO94PAAAAAPBkFOAAAG3SzdMHyuKi7akiQ/01Z8YQ15wcaIE7ZwxVZKi/2+IfzjmlB19ardc/3a7ySvdsBt9aNptNSzYc1t1/Wa61acfdnY4kqUdMiLtTMNTiVZl2ZxNePKanggJ8zEkIHYIrx0feDwAAAABwJW93JwCg/Sg/csQtcS0+PgqIjXW6X0V2tmw17nnQHNijh9N9qnLzVFdR7oJs7POPiZGXr69TfaqLilVbUtzimAuWH3XJsnHBAT56ak6yQoMa/jy1ZWWqzs83PqADvEPD5Bse5lSf+upqVeY0PxPFVawBgfKL7uR0P8aIc/OW9PAV8Xr4g72qrXfPeok2m/Tl2oNan5alOyZ314gEx+9Jd4wRZzpeWKn5y45q17HSFvX38fZyyTKc/1myR72D6jSwW3CrztMWxohTFbX6btPhZtt4WaSLevurKjePMcLFOtL7iNPj45OfZKisqs6wnIL8rHr4inh55+eo/Kxf/75RUfIOCnLqfLyPcBzvI1yvI40R7sAY4VqMEa7HGOFajBGuxRjhmJa8zuEaFOAAGCb13vvcEjege5zOe/lFp/vt/sOfVXE0ywUZ2Td+8UKn+xx8823lr1vvgmzsS3rpead/eed8/Y2Ofvhxi+Jl+Udradz0FvVtjtXLoj/+fLziY0Mbfa9oW5r2/uVvhsd0RPcbrlePn8xyqk9lTo7bXnNR45I14KEHnO7HGNG8UmuA6uKvkSxWQ84XVFuh6OoCHQp0bvm2/NIa/eWLAxpw6pCm5m1ScJ39ZRzNHiNOq5OXNkYM0tqIoarzcv669YgJ0b3XDZe/n7eemLdeBSXGLllZVy/99cPtuu3olwqpq2jxedrCGLEuYoiqo5KabdO/5KCyfveOKhgjXK4jvo+Y5Ruuj7tOVal3YKvzCa4t1/VHvlP+U0Vq6lFX/wfvV6fx45w6J+8jHMf7CNfriGOEmRgjXIsxwvUYI1yLMcK1GCMc05LXOVyDAhwAoE2pk5e+iR7rmnPX21Ra7pnL66H9+z6sv2wGFd8STx3QRbmbFVBfpYzAOH3beYxOeTv3Kcw9IfE6GBirC/O/19CS/XLRirAtdtyvk77unKxcvwin+3p7SbMuHqBrJ/eVj/cPK7K/9MBkzVu0Qympxj4IKfMO0Gcxk3TjsW9llfGz7MxQKy99H9bfbrvRRbtMyAYdVefqIt1x5AstjR6lXSEJLT7PmeMjAAAAALgSBTgAQJuyMSJReS14oO6oRSn7NaSP88sVAK5UbfFWqgMFDnu6V+RobGG6epcf+/FY3/Is9Th8QilRSdoa1l/ObK5YZfXT153HaWdIgqafXK/ImlOtzrG1qizeWhWVpO/DBjj1s5wWV3FCP79ygIZc1PB6hwb56oGbR2jSed20cMV+pR8wbgmYYwGdtazTSF2ct8mwc5ppV0gvldmZdRRXcUKxVe5ZNgcdR0B9la48sUaJpw5qY8QgHQ2IcbhvU+MjAAAAALgSBTgAQJtR6BOidRFD7baLrchVfEW2sv07KccvSpVWv/9902Zr9qH85l0ndPTEKXXvEmJEyoAhdoT2bngfNyEk0Ec2m1Ra8b9ZnMEBPuoTF66+PcLVI/U7+WxKabKvn61GF+dtUmLpQX0Tnaw8v3Cn8jsaEKM3ul+p8YVpGlOYLqvcs0/d/sBu+jZ6rEp8nJvNJ0l+ddWanP+9hpVkKDZk8DnbjUqM0ajEGB3OLlFKapYyjhRpf1ZRg+vuX1elmKp8xVbmKbzmlL7pnCybxavZ+FvDB6hrZa4Glx50Ond3sknaHJ5otx2z32CmPuXH1Kf8mHJ9w7UrOL7J9wNnvk4TSw8purrIfQkDAAAA6JAowAEA2gSbpCXRY1Tr1fyvJmt9na44uebHmTg2/TB7qM5ildVWp7WRQ7Up4twP1yVp8apM3XPdcGMSB1qpXhZtDhtot91vbh6p4f2iVVFVq5raevl4eynAz1uW/19w3rPjqyb3MjpTXGWubj/6pTZEDNK6yKGqc2LJyzovq1ZFnafdwb00/eR6da3Kc7ivJNlstga525yo4ZVZ/fVdp1HaHdLLqZin9S89rItyNynYiX3YesaG6pbYHwpPNptNWSlrtefFV2W11cnXVttgSc5Kq59WdBpp95zfdE5WdHWRulQXOvsjuM2hgFi7y3xGVJeoT5l79jBBxxZdXaRJBdskNX4/cPbrFAAAAADMRgEOANAmpAf30qHArnbbjSvc3mAZPIskP1utZKuVJI0s2qPvIwerrpmH+yu2HNXs6QMVFtz8jCPADPuD4lTkG9psm/jYUA3vFy2LxaJAf59WxbOqXuMLd2hA6WF93TlZWQFdnOqf6xehd+Kma0TxHk3MT/3h9XcOh7JLtCo1S/uOFCozq7jBLLJAq5+iu16krpV5Siw92OTsFJuk7SF9tKLTCLszBJsSXFuui3M3ql/ZUaf7nslisSjAx0uB59gzanTRLmX7ddKekPhmz1Pr5a1FsRfotqP/lX99datyMsumiEF224wq2i0vN82KBE47+/0AAAAAALgbBTgAgNtVePlpWfQou+2iqos0tjC92TahdeUaFeenDUebflAuSdW19fpq3SH95OLW77kFtNYmB5b3u3pS7x9nuhklqqZENx1bom2hfbUyaoSqrL6Od7ZY9H34QGUE9dDFuRuUdNa3N+/KsbuPWnmdRYcDY3U4MFbrI4coruKEkgt3/rg/U4FPiL6JHqsjgbEt+OmkpOK9mpS/Vf71NfYbt5JF0vST65TrF6583/Bm2xb5hOiLLhM0M3t5m5+dc9I3XAftfDDCv65KQ07tNykjAAAAAAA8BwU4AIDbreh0niqs/nbbXXJyg6yqt9tuWp+AZgtwkvTV2oO6dnIf+fo4vgQfYLTjflF2Z6BFhPhpYlI3l8S3SEoqyVCfsiwtjR6tfcE9nepf4hOkT7pO0bGvD+ruGzvL6uWl1xdt16rUY07nkhXQRQsCumjgqYOKqCnRxvDBqvNy/vUZVV2k6SfXK64y1+m+reFnq9U12Sv17+6Xqtqr+WJmZlCc1kYM1YTC7SZl1zKO7P12XvFe+djqTMgGAAAAAADPYrHZnNmBA+jYTpw4oYkTJzY6vmrVKnXp4twSXu1R+ZEjbolr8fFRQKzzMyQqsrNlq3H9zIimBPbo4XSfqtw81VWUuyAb+/xjYuTl68TsGEnVRcWqLSm2225X1ik9tdD+7Ikpg6M0Z4pj1803KkqP/3ubdmQ2v0fVPdcN17SxPxQcasvKVJ1vbwct1/AODZNveJhTfeqrq1WZk+OijJpnDQiUX3Qnp/sxRjT2wlcHtT6jqNk2s6cP1PVT+9k9lxFjxObMIr2xIkuFZc7/3AF+3vLysqiswj3jqrfVoqtHdtHVI7vIx9ur2ba+UVHyDgpy6vyOjhGb9hfpb/89aLedRdJDVyYoqZf91747xojCshrNfTNddfXn/lPB22rRK7cPUnhQw2VRGSNcj/cRruXKMcIVeB/hWowRrscY4VqMEa7FGOF6jBGuxRjhWu4aI1ryOodrUIADnEABDjBWTW2d7n1upY7lljbbLjzYT/986EIFBzr+pnvTrhw988bGZtt07xKslx+4UF5ebX0hOLRHJwrKNeePS9VMfUN+vla99djFCnHi3m+tsooa/furXfp63SHTYrbWwPhI3Xv9cHXvEuLuVCRJ//7vLn2yPMNuu6AAHz3/q0mK7eTcH+hmePfr3fr4u33Ntpk6qod+ecPZC5ACAAAAAABJav7jwQAAuNCCZRl2i2+S9NOrBjtVfJOkkQO6qFt0cLNtjp4o1da9J506L2CUz1dnNlt8k34ocJhZfJN+KAr9/NphevaeCerepfnXkLsF+nvr59cO1Z/nTmgzxTdJunn6QA3vG223XVlFjf70702qrK41ISvHVVbV6ut19mfxXTWptwnZAAAAAADgmSjAAQDc4uiJU1qwzP4MkfP6d27R/ldeXhZd7cDD4c9S7C9/CRitrKJGSzcebraNxSJdOTHBpIwaS+wVpRd/fYFuvLi/vK1tb5Zo8pBYvfrghZo+rlebm8Vq9bLogZtHKDoiwG7bg8dL9MonaWpLi1Is23JUp8qbX+4kqV+04mNDTcoIAAAAAADPQwEOAGA6m82mVxemqbauvtl2vj5W3X3tUFksLXu4Pnlkd4UFNz97KC0jTweOuWdteHRcSzYcVkVVXbNtxg6OVddO7p2B5uNt1U+mDdA/7p+sgfGRbs3ltMhQPz1y2yg9cttoRYXZL3C5S1iwnx6+dZTd/egkaeX3WfrvWvszzsxQV2/T4lWZdttdfUEfE7IBAAAAAMBzUYADAJjuu01HtDPT/gbDN17cXzFRLd8byc/HqkvH9bLbjllwMFNtXb2+WG2/wHHVxLazvF/3LiH689wJ+vm1QxXo7+22PKYnx+vVB6coeUhXt+XgjL7dI3TXNUMdavuvxTu166B7Nl4/06b0HGXnlTXbJj42VEn97C+xCQAAAABAR+a+JygA2p2jxcfdEtfHy1sxIZ2d7pdz6qRq6t2z7073MOcfHueVF6iiptIF2djXJThavlYfp/oUV5aopKrx/m6nymr0r8932O3frUuARgwPaNF9FRUQoUDfH2bGXDqulz5ZnqGa2nPPtluVekzXX5Qgm2+F07GMEOoXrDB/55Zyq66r0YnSXBdl1LwAH391CnR+NhRjxA8278hXXnHzr+V+PcKV2Mu5a2zGGDF4kJ8e7T5IH319WGl7i1wa62y3XNVLY4d1UkF1rgqqW3euM8cIR5VXVyi/otDpWAMH+Gh8UietTc1rtl1dvU1/fHujfjtnkMKCG463Zo4RHy3bbbfN+aOilFWSfc7vM0a4Xkd+H2EGM8cII/A+wrUYI1yPMcK1GCNcizHC9RgjXIsxwrXcNUa05HUO16AAB8Aw93/zjFvixoXG6u/TH3e631/WvNbsA0RX+njWP53u807qQm3I2uqCbOz72yWPOf3Le8n+Vfok/b+NjldnDlFdpb093WzKi1quB5cucirmafeN+6mSu4+QJIWH+GnyiO76tpn9turqbXrnu1Rt81rQonitNXPQZbp+8OVO9TlRmuu219zYuPP06/E/c7ofY4Rks0lV6cmSwpptd/WkPk4vvWrqGBEmeUUMV31hjDnxJP1n03dakG1/30hHnDlGOCrtxC49v+5fLYpns3rJEjRGtrLm/9+LS2v0u/nL5dt/syxe/9sTzqwxor40TFVHk5tv5FOpBcdf0yc5596zjjHC9Try+wgzmD1GtBbvI1yLMcL1GCNcizHCtRgjXI8xwrUYI1zLXWNES17ncA2WoAQAmKauOEp1+faKb5K18xF5BRu3L9vVk+wv5Ze6o1S2OqthMYGm1J+KlK28+SKMxbdC44bEmpRRK9SZ+zmuejvFq7bM4lUv3z6pkrf9qXv1pyJVc7S/CVk1VpsTb7eNd5cjDYqDAAAAAACgaRTgAACmsNV7qeZQov2GPpXyiTNmlstp3buEaOTALs22qayyqS7XfnEQaA2HChwxh2S1tu23aDabVF/m3DIlrVVfFiqbB9d9vPwq5dt7myT7P0TdiXjV5ptbhK2v8lddQfPjpLzq5B191JyEAAAAAADwcG376Q4AoN2oPdZbtqogu+18e+6Wxdv4tfAdmQVXeyLeox/wo22rrwhSfZGdtd+tNbJGZ5mTUGvUW6U6X3Nj1vn+ENeDWcMK5B23z6G2NQcHqb482MUZ/c8PxeHm/zSwdsqSxafGlHwAAAAAAPB0FOAAAC5XXx6s2pxedtt5hZ+UV8QJl+QwtE8nJXRtfgk7W1Wg6gvtzAABWqg2p6fdNt7RWbJY60zIppXq3fQW0l1xDeQde1BeETn2G9Z7qzojSbZa1y/1aav1Vl1unL1W8o45916aAAAAAACgIc9/igEAaNNsNqnm0CDJZudXjletfHruksXimjwsFouucmQWnANLBALOstX4qC7PzhKnlnpZu3hIgcOrvmPFNZDFIvkm7JDFv9RuW1tVkKoPDJXNxVNza3PjpPrmC31eESfl5V/u0jwAAAAAAGhPKMABAFyqLre76ksj7LbzicuQl1+lS3M5f3g3RYb6N9umvjRCdafCXZoHOp7akz0kW/PLJ1ojc1z+GjCMV51krTY3prX6h7jtgMVaJ9++qZKX/eV264s6a0ea6wpwtnqL6k44MDsz5qDLcgAAAAAAoD2iAAcAcBlbtZ9qjvaz284SWGzKzB8fby9dcX6C3XbMgoORbPVeqj3Rw24775hDrk/GIBaL5BVUYmpMr6ASl82QdQevgDL5Jvw/9u48Psrq7v//e7Ivk4UkEBLCFgj7KrsKEdC6oYBaV7Roq9a63O232ha9u/itVb+2t71bt6q31d5t3SWIuFUFE7XKIpBAgJANQiCB7CH7dv3+8MfIBJjJMnPNktfz8eBRrjPnOuczYTrgvOecs6tHfbN3GNq21z3b83bWDJXRFu6wjyWyVgHWWrfMDwAAAACAv7IY7t7TBvAjR48e1aJFi05pz8rKUmIi50YdqjvikXmDA4I0NGpIr+8rP35M7V3OVx+4w/CY5F7fU9lUreZ2z6yOSbQOVkhgcK/uqWup1+P/3Knte2oc9rNYpJ//YJJGJEX2p0Q78eGDFBFy+g+UG5radPNv/6WWtjOvpLFYpAfvmqqEQY5Xy7lKdKhVMWHRvbqnrbNdRxsq3FSRY+HBYUqIiOv1fQP1PeKLHRX65zsHHPZJGxmln3xvgu3aF94j3v6kVB9+UWbafBeem6TlS5ydU9Yzjt4jzqSprVlVzY7fz/pi7UeH9PGXzs+Es4YH648/SdfQ+J69V/bkPcIwDP2//9mjkjLHW0vecmWqZk+O79G8Eu8RZvCF94iT9fXfEfWtzrdqdQdveo/oCf4d4V68R7gf7xHuxXuEe/Ee4X68R7gX7xHu5an3iL78/xzuQQAH9AIBHNBzW/eU6/++sNlpv+WLxugHy6eYUNG3nlu3S+98VuSwz2ULU3XbiqkmVQR/ZRiG7vz9Jh06etxhv19+f57mThpqUlWucaCsXnf/YZNp8z1572KNTOrdfxj6gs7OLv3quS+VU1DptG9qcoz+393nKizE8XltPbWrsFL3P/2Fwz5DBoXruTXnKzCQjTMAAAAAAOgN/ksaAOByLa0d+svaHKf9Bg8K1w0XTXDaz9UuX5iqACdb2X20+aAamkw+4wp+5+t9x5yGb8MGWzV7gu99iWNUUrQmp/Z8VVR/TE6N98vwTZICAwN036rZSohxvuK26EidnnkrR676/ty6Twud9rls4RjCNwAAAAAA+oD/mgYAuNw/P9ynYzXNTvv98IppCg91zUqO3hgaH6n5U5Mc9mlp69QHX7n/XDr4t3WZBU77LE8fowBnibCXunLxWFPmuWpJminzeEpsVKjWrJ6roB4EXRu3HdJ7/z7Q7zlLjx3Xlj2Ot76MCAvSd+Y5P78QAAAAAACcigAOAOBShaW1Wu9ke0dJOntakke33FuZ7jw4eOezIrV3dJlQDfxR0eE6Zec73lYwOjJES2YPN6ki15szaagWzRzm1jnSZ6Zo9kTfWyHYW+NGDNLtK3u27e3/vL1L+w5U92u+9VnO36cvnD9KEWG9O28DAAAAAAB8gwAOAOAynV2GnnwzW11djrdHiwgL8vj5ahNGxWnCyEEO+1TXt+iznYdNqgj+pier3y45e7RCgwNNqMZ9bl85TXHRzrdP7Iu46DDd1sNQyh9cOH+kLpjrfMVZR6ehR/62VTXHW/o0T11Dqz7ZWuKwT0CARcvOHd2n8QEAAAAAAAEcAMCF3v2iSAWHap32u+mSSYqPCXd/QU6sOM/5Kri3Mwtddt4SBo6qumZl7XAc3gYHBejSc3w/4IiODNGDty2QNdy1K6Ws4cF68LYFio4Mcem43sxiseiHV0zT2JQYp32r61v02N+3qbOz96t03//ygNqcrO49d3qyhgyK6PXYAAAAAADgGwRwAACXqKhp1j/e3+u03/gRg3TxglHuL6gH5k9JUmKc4w+Yi47UKafA8TaCQHcbPi9Wp5OVoItnDVdsVKhJFbnXqKRoPXLnuS5bCRcXHaZH7jxXo5KiXTKeLwkJDtSa781VVITzQHN3YZVeendPr8Zva+/Uu58XO+3Xk216AQAAAADAmRHAAQBc4tmMHDW3djrsExhg0Z3fna6AAItJVTkWGGDR5YtSnfZbl1loQjXwF82tHXr/ywNO+y3vwWvPl4xKitYT9y5W+syUfo2TPjNFT9y7eECGbycMiYvQvatmy9KDt8p1mYX6zMlqy5N9ur1UtQ2tDvtMGROvscNjezwmAAAAAAA4FQEcAKDfvtxVps255U77rUgfo9HJzrdWM9MFc0cq0snWedv2HtWho8dNqgi+7uMtJWpsbnfYZ9aEIRox1P8CpujIEN27apZ+9f15mpwa36t7J6fG69c/mK97V80aUNtOnslZ44do1UUTe9T3z6/v0MHyeqf9DMPo0RcKWP0GAAAAAED/BXm6AACAb2tqadezGTlO+yXGReja74w3oaLeCQ8N0kXzR+qtTQUO+63LLNTdV88wpyj4rM4uQ+s/I+CYM2mo5kwaqoNl9crcUar8kloVlNaq4aRg0hoerLEpsUobEav0mSkaOYBXvJ3JVUvStL+kxukXHFraOvXwi1v0+I/THX6hYHveMadfJhg2OFKzJyb2qV4AAAAAAPAtAjgAQL/8/f29qqprcdrvR1dOV1iId/61c9nCVK3LLHR4Ztemrw9p1cUTNCjKNWdcwT99tbtM5VVNDvuMTo7WtLQEkyryrJFJ0bopaZKkb1ZfNbd2qL2jS8FBAQoPDZKlJ3ssDmABARb95Lqz9NM/ZepwRaPDvkcqG/XHV7br/tVzbdv8dv+ZZzj5ooEkLV80xmu2CQYAAAAAwJd55yehAACfsL+kRu9+Uey036KZw3TWhCEmVNQ38THhWjRzmDZ9XXrGPu0dXXr/3wd0/YUTTKwMvubtHmzvtyJ97IAMniwWiyLCHG/3ilNFhgdrzeq5uvdPWWppc3zO5ubccj3/9i6FhwZpf0mNCkvr7FYdOhMVEaLFs4f3t2QAAAAAACDOgAMA9FFnZ5eefGOnjDMvGpP0zYfHP1g+xZyi+mFFD7YEfPeLYrW2O/4AHAPXvoPV2nug2mGfuOgwLZwxzKSK4C9GDo3WPdfM7FHfDZ8X641P8pWdX9mr8E2SLjlnlNeuVAYAAAAAwNcQwAEA+uTtrCIVH6l32u/mZZN9YtvG1GExmjbW8baA9Y1t2rTtkEkVwdes+9T56rdl545WcBD//ELvLZwxTCvSx7ht/KBAiy49Z7TbxgcAAAAAYKDhEyAAQK8drW7Sy//a57Tf5NR4XTB3hAkVucbK85yvgluXWaguB2fFYWAqr2rUl7uOOOwTFhKoixeMMqcg+KXVl07SlDHxbhk7MCBAdQ1tbhkbAAAAAICBiAAOANArhmHombey1erkLKKgQIvuvGq6AgJ856yrs8YP0fBEq8M+hysatG3fUZMqgq9Y/1mRnOWy588dIWtEiDkFwS8FBgboZzfOVnyM61cVt7Z3as1Tn+tAmfOVzQAAAAAAwDkCOABAr3yefURf7zvmtN+VS9I0PDHKhIpcJyDAouWLerAKrgdbDWLgaGhq00ebDzrsE2CRli9y3/aBGDgGRYXp7qtnuGXshuZ2/fq5L1XfyEo4AAAAAAD6iwAOANBjDc3ten7dLqf9hg2O1NVLx5lQkestnpWiWGuowz67CitVUFprTkHweh9+dVAtTlaEzp+apKHxkSZVBH+30Y1nUVbXt+i5DOfv8wAAAAAAwDECOABAj/3t3T2qOd7qtN+PrpqukOBAEypyvZDgQF1yzmin/d7OZBUcpPaOLr3zeZHTfit6sLIS6Imte8qVteOwW+fI3FGqrXvK3ToHAAAAAAD+jgAOANAje4qr9MGXB5z2WzJ7uKaNHez+gtzokrNHKSTI8V+Rn+08rMraZpMqgrf6PPuwqupaHPYZP3KQJo6OM6ki+Lu3NhX41TwAAAAAAPgrAjgAgFPtHV166s1sp/2iIkJ0y2WTTajIvWKsoVo8e7jDPp1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      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "line_graph = training_progress_chart(\n",
    "    df,\n",
    "    \"answer_correct\",\n",
    "    models=[\n",
    "        BenchmarkModelKey(\"email-agent-220\", \"ART•E\", \"val\"),\n",
    "        BenchmarkModelKey(\"o3\", \"o3\"),\n",
    "        BenchmarkModelKey(\"o4-mini\", \"o4-mini\"),\n",
    "        BenchmarkModelKey(\"gemini-2.5-pro\", \"Gemini 2.5 Pro\"),\n",
    "        BenchmarkModelKey(\"gpt-4.1\", \"GPT-4.1\"),\n",
    "    ],\n",
    "    title=\"Correctness\",\n",
    "    y_label=\"Win Rate\",\n",
    ")\n",
    "line_graph.savefig(f\"{benchmarks_dir}/accuracy-training-progress.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gMNhcr02bNjm9d9WqVTp06JBF29tvv63WrVu7XKu3t7c+/PBDhYWFXWlLT0/XF198Yfeea9+MeuCBB3L1oMdsBoPB4e7ya+fp3LmzRZ254efnl6f7AAAAbkSE1wAAAP+6dkdttuxzk6+nhQsXWj2EsHfv3qpbt67LY3h6euqNN96wav/qq6/yVNOAAQNUtmzZPN1ry8iRI2U0GnN1z6JFixQTE3Plaw8PD40ZMyZP8w8bNswi8L5w4YL++usvu/1nzpxp1fbGG2+oTJkyeZrfHXTr1i1XnyyoUaOG6tevb9F27VEetlz7vWvZsqW6dOni8rzZgoKCrI6g+fnnn+32v/Z88dDQ0FzP6YrrNQ8AAMDNhvAaAADgX/aO0wgKCrrOlVx+oOG1HnvssVyP07JlS6ujCw4dOmT18D1nDAaDevbsmev57QkPD1eLFi1yfd+1R1S0bt1alStXzlMN5cuXt9qZnvNM6JwSExO1bds2i7aKFSvq3nvvzdPc7uLa3eeuaNiwocXXJ06ccNj/9OnTVgF3XubN1r59e4uvz5w5Y/PBnZJ1iHztgx8LyvWaBwAA4GZDeA0AAPAve8+xzs1xFAUhMzNTu3fvtmirVq2ay+fnXstWwLpz585cjXHLLbe4dFyJqxydH2yPyWSyOrbj1ltvzVcd1x7dsX//fpv9tm/ffuWc7mz3339/rneOuxNfX181atQo1/dVqVLF4uvMzEyrncc5XRv6S/lbN1vHrfz99982+177+pYtW6avv/7a7p/1vLp2nh07dmjy5MnKyMgo0HkAAABuNo6fKAMAAHATsXembXx8/HU99/r48eNKTk62aMvPQyOv3SkrXT7q4e6773Z5jHr16uV5/oIab+/evVZHqSxatEhr1qzJcx2RkZEWX+c8kiSnP//806otv8F5UatQoYK8vLxyfZ+tTyIkJiYqICDAZn9bb5QMGzYs1/M6Ym/dHn74YYuHKZrNZr355pv69ttv9fDDD6tjx4665ZZb8j3/ww8/rLlz51qE4jNmzNCyZcv08MMPq3Pnzqpdu3a+5wEAALjZEF4DAAD8KyQkxGb79Q6vbQVx1atXz/N4tu61F/bZU7JkyTzPX1DjnTt3zqotMjLSKoDOj9jYWJvtly5dsmq79siR4sbez7sznp7W/4RIT0+329/Wuh04cCBPc9tj7+e5U6dO6tSpk9UbHIcPH9Z7772n9957T+XLl1ezZs3UsGFDNW3aVPXr17f5Gh2pW7eu+vXrpy+//NKi/cyZM/roo4/00UcfqWTJkhbzNG7cOE8PjwQAALiZEF4DAAD8q2zZsjIYDFZHCly6dEnVqlW7bnXExcVZteXn3G1bIaWtORyxt6s2rwIDA3N9j71guSBdu7M7m63vV1E8yLMg5WXXdV4U5bpJ0gcffKAxY8Zo+fLlNq9HRkZq+fLlV677+/vrtttuU9euXdWpUyeXA+bXXntNRqNRX3zxhc3rly5d0urVq7V69WpJko+Pj1q0aKGuXbvqnnvuydOfCQAAgBsdZ14DAAD8y9vbWxUrVrRq37t373Wtw9b5wf7+/nkez8/Pz6U5HMntTlRn8nJWdHx8fIHWkBuJiYlWbflZk5tJUa6bdPnnf+LEiZo1a5Zatmzp9Az75ORk/fzzzxoxYoQ6deqkefPmuXRGttFo1GuvvaYFCxaoQ4cOTv/MpKWladOmTRo1apQ6duyoTz75hDOyAQAArsHOawAAgBzq16+v06dPW7Rd+/DEwmZrl/O1Z2DnRkpKiktzuDtbZ5KPGzdOffr0KfS5be2KTU5OLpbfx+vNx8fHqm337t022wtTu3bt1K5dO505c0br16/XH3/8oZ07d+r8+fN274mKilJERITWr1+v//3vfy7twm7UqJFmzJihS5cuad26dfr999+1c+dOq98rOcXGxmrSpElau3atPvvss2K/qx8AAKCgEF4DAADk0KpVK61atcqibdu2bcrMzMzTbuG8sHXMR0JCQp7Hs7XzNa/nHRel0NBQq7bcHn9SkHPHx8cTXrsgLCzMqi02NlZly5YtgmqkihUrqm/fvurbt68k6ezZs9q+fbu2b9+uDRs22Dyje926dXrzzTc1YcIEl+cpWbKkevbsqZ49e0qSLl68qB07dmjbtm3auHGjTpw4YXXPrl27NHz4cH3++ed5e3EAAAA3GI4NAQAAyKFDhw5WxwpcuHBBv/zyy3WroUSJElZtR48ezfN4R44csWqzFSi6O1sPzTx79myRzX3w4MHrMndxV5Tr5ooKFSqoe/fuevPNN7VhwwZ9+eWXateunVW/hQsX6vDhw3mep1SpUrrnnns0ZswYrVq1SosXL9Z9991n1W/z5s3asGFDnucBAAC4kRBeAwAA5FChQgW1adPGqv2bb765bjWEh4dbnaecn3O39+zZY9XWoEGDPI9XVBo0aCAPD8u/vm7btu26zN2kSROrtp07d16XuYu7Ro0aWbVdr3XLi1atWmnWrFnq3bu3RbvZbNbPP/9cYPPUr19fkyZN0ogRI6yuZT/UEQAA4GZHeA0AAHCN/v37W7Vt2bLF6jiRwmI0Gq0Cv2PHjuV516etups2bZqnsYpSaGio6tevb9F27NgxmzvLC1qzZs2sHsC3fPlyZWZmFtqcto6pycrKKrT5Csttt91m1VaQIXBhGTFihNUaFMZu+8GDB1sdS8OufgAAgMsIrwEAAK7Rvn17NWvWzKp97NixDh/ulhfLly9XVFSUVbutYwvmzZuX6/G3b9+uQ4cOWbTVrl3b5lEOxUHHjh2t2j799NNCnzcwMFCtW7e2aDtz5oxWrlxZaHMW9IM7i0qNGjUUHh5u0bZ7925t3bq1aApyUVhYmNURPomJiQU+j9FotPr+5OeMewAAgBsJ4TUAAIANb775pnx8fCzaYmNjNWDAAEVGRuZ7fJPJpPfee08vvfSS0tPTra736NHDav558+bpwIEDLs+RkZGht956y6q9X79+uS/YTTz++OMKDg62aFu6dOl12ck7ePBgq7YJEyYU+Bsa2Ww9VPPUqVOFMldhGzp0qFXbmDFjFBsbe/2LcVFaWprVA0EL66z4CxcuWHxt69x7AACAmxHhNQAAgA01atTQmDFjrNqPHj2q3r17648//sjz2Fu3btXDDz+szz//3G6fEiVK6MEHH7Roy8jI0PPPP+9SWGo2mzVmzBirsLtkyZLq3r17nup2B0FBQRo0aJBFm9ls1siRI7VmzZo8j7thwwZFREQ47NO6dWs1b97coi0mJkaDBg3SuXPncj3n6dOnHV6vWbOmzTqLo+7du6tatWoWbadPn9aQIUNsfvLAFYmJiZo5c6aWLFli8/rJkyc1bdo0RUdH52n8efPmyWQyWbTVqVPHql9SUpLee++9PD+Ecs2aNTpz5ozTeQAAAG5GhNcAAAB2PPLIIzZ3jEZFRalfv34aMmSIdu7c6dI5xKmpqVqxYoUee+wxDRgwwKXzq1988UWVLVvWou3kyZPq06ePtmzZYve+qKgo/d///Z++//57q2u2dpQXN0899ZTatm1r0ZacnKxnn31Wb7zxhsu7k0+cOKEZM2aoW7duGjJkiHbs2OH0nv/+979W5xMfOnRIPXr00HfffaeMjAyH95tMJq1bt05Dhw61ebZ6TqGhoVaB7+LFizV79uxid6yE0WjUhx9+aHUUyq5du/TQQw/p66+/VlpamtNxMjIytGXLFr3xxhtq3769PvjgA128eNFm3+TkZP3vf/9T+/bt9fLLL+vnn39Wamqq0zlMJpNmzZql999/3+o13HfffVb9MzMz9fnnn6tTp04aNmyYli5d6tL6ZGVlafHixXrllVesrhXnN5gAAAAKkqfzLgAAADevESNGyM/PT1OmTJHZbLa4tmHDBm3YsEGhoaFq06aNatSoobCwsCtHC8THx+vUqVPat2+f/vrrL6WkpORq7tDQUP33v//VoEGDLELR06dP68knn1T9+vXVoUMHVaxYUT4+Prpw4YK2bdumjRs32gwC+/btq06dOuXhu+BePD09NWXKFD366KM6duzYlXaz2az58+dr0aJFatCggZo3b65KlSopNDRUWVlZio+PV3R0tA4dOqS9e/da7XZ1RcWKFfX+++/rmWeesTju5eLFixo7dqymTJmitm3bqkGDBgoLC5OPj48SEhIUGRmp/fv3a8eOHVeCzYoVKzqdr0ePHhYhamZmpt555x29++67KleunIKCguThYbkf5dFHH1WfPn1y/doKW61atfTBBx/oueees/h5vnTpkt58801NmTJFLVq0UOPGjVWiRAkFBQUpJSVF8fHxioyM1L59+7R///5cnzudlpamZcuWadmyZfL19VXdunVVt25d3XLLLQoODlZAQIBMJpMuXryoAwcOaOPGjbp06ZLVOIMHD1b58uXtzpOZmak1a9ZozZo18vLyUq1atVSvXj1Vq1ZNwcHBCgoKUkZGhi5duqQjR45o48aNNndr33///cXygaoAAACFgfAaAADAiaFDh6p+/foaNWqUzSM7YmNj8/TgPl9fXz3xxBMqU6aM3T6tW7fWxx9/rOHDh1s9rG/fvn3at2+fS3P169dPo0aNynWN7iokJETz5s3TyJEjtX79eotrmZmZ2rVrl3bt2lUoc99xxx2aNWuWnn/+easzm6Ojo7V8+XItX768QObq27evfvjhB6ud+mazWZGRkTbPX7e3E9kd3HXXXZo9e7ZGjBhhdc5zfHy81q5dq7Vr1xba/Kmpqfrzzz/1559/5uq+rl276tlnn3W5f3p6eq7+fGZr2bKlxo0bl6t7AAAAbmQcGwIAAOCC22+/XT/99JOGDh1q9cDA3PL391fv3r21atUqvfTSS/L29nbY/84779RXX32lBg0a5Hqu0NBQjRs3TmPGjLHaoVvchYSEaMaMGRo1apRKlSqVr7EqVqyohx9+2OX+rVq10oIFC9S+ffs8z1myZEmnffz8/DRr1izddttteZ7H3bRo0UK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",
      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar_chart = percentage_comparison_bar_chart(\n",
    "    df,\n",
    "    metric_name=\"answer_correct\",\n",
    "    models=[\n",
    "        BenchmarkModelKey(\"email-agent-220\", \"ART•E\", \"val\"),\n",
    "        BenchmarkModelKey(\"o3\", \"o3\"),\n",
    "        BenchmarkModelKey(\"o4-mini\", \"o4-mini\"),\n",
    "        BenchmarkModelKey(\"gemini-2.5-pro\", \"Gemini 2.5 Pro\"),\n",
    "        BenchmarkModelKey(\"gpt-4.1\", \"GPT-4.1\"),\n",
    "    ],\n",
    "    title=\"Correctness\",\n",
    ")\n",
    "bar_chart.savefig(f\"{benchmarks_dir}/accuracy-comparison.svg\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
